Ultra-ECP: ellipse-constrained and point-robust foundation model adaptation for fetal cardiac ultrasound segmentation

Minh HN Le, Khanh TQ Le, Tuan Vinh, Thanh-Huy Nguyen, Han H Huynh, Khoa D Pham, Anh Mai Vu, Hien Quang Kha, Phat Ky Nguyen, Ulas Bagci, Min Xu, Carl Yang, Phat Kim Huynh, Nguyen Quoc Khanh Le

MIDL 20262026

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Minh HN Le, Khanh TQ Le, Tuan Vinh, Thanh-Huy Nguyen, Han H Huynh, Khoa D Pham, Anh Mai Vu, Hien Quang Kha, Phat Ky Nguyen, Ulas Bagci, Min Xu, Carl Yang, Phat Kim Huynh, Nguyen Quoc Khanh Le (2026). Ultra-ECP: ellipse-constrained and point-robust foundation model adaptation for fetal cardiac ultrasound segmentation. MIDL 2026

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